Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 6840 |
| Missing cells | 690 |
| Missing cells (%) | 0.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 641.2 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 9 |
Country has a high cardinality: 228 distinct values | High cardinality |
code has a high cardinality: 205 distinct values | High cardinality |
Schizophrenia is highly overall correlated with Eating_disorder and 2 other fields | High correlation |
Bipolar_disorder is highly overall correlated with Eating_disorder and 2 other fields | High correlation |
Eating_disorder is highly overall correlated with Schizophrenia and 4 other fields | High correlation |
Anxiety is highly overall correlated with Bipolar_disorder and 2 other fields | High correlation |
drug_usage is highly overall correlated with Schizophrenia and 3 other fields | High correlation |
alcohol is highly overall correlated with drug_usage | High correlation |
mental_disorder is highly overall correlated with Schizophrenia and 4 other fields | High correlation |
code has 690 (10.1%) missing values | Missing |
Country is uniformly distributed | Uniform |
code is uniformly distributed | Uniform |
Bipolar_disorder has unique values | Unique |
Eating_disorder has unique values | Unique |
Anxiety has unique values | Unique |
drug_usage has unique values | Unique |
depression has unique values | Unique |
alcohol has unique values | Unique |
mental_disorder has unique values | Unique |
Reproduction
| Analysis started | 2023-07-17 02:04:57.599892 |
|---|---|
| Analysis finished | 2023-07-17 02:05:11.472635 |
| Duration | 13.87 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Country
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 228 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 106.9 KiB |
| Afghanistan | 30 |
|---|---|
| Northern Ireland | 30 |
| Norway | 30 |
| OECD Countries | 30 |
| Oman | 30 |
| Other values (223) |
Length
| Max length | 34 |
|---|---|
| Median length | 30 |
| Mean length | 9.8421053 |
| Min length | 3 |
Characters and Unicode
| Total characters | 67320 |
|---|---|
| Distinct characters | 59 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 30 | 0.4% |
| Northern Ireland | 30 | 0.4% |
| Norway | 30 | 0.4% |
| OECD Countries | 30 | 0.4% |
| Oman | 30 | 0.4% |
| Pakistan | 30 | 0.4% |
| Palau | 30 | 0.4% |
| Palestine | 30 | 0.4% |
| Panama | 30 | 0.4% |
| Papua New Guinea | 30 | 0.4% |
| Other values (218) | 6540 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| wb | 210 | 2.1% |
| who | 180 | 1.8% |
| and | 180 | 1.8% |
| region | 180 | 1.8% |
| islands | 150 | 1.5% |
| world | 150 | 1.5% |
| bank | 120 | 1.2% |
| asia | 120 | 1.2% |
| 120 | 1.2% | |
| income | 120 | 1.2% |
| Other values (255) | 8670 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 9120 | 13.5% |
| i | 5430 | 8.1% |
| n | 5160 | 7.7% |
| e | 4530 | 6.7% |
| r | 3870 | 5.7% |
| o | 3720 | 5.5% |
| 3360 | 5.0% | |
| t | 2520 | 3.7% |
| u | 2280 | 3.4% |
| l | 2220 | 3.3% |
| Other values (49) | 25110 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 52320 | |
| Uppercase Letter | 10500 | 15.6% |
| Space Separator | 3360 | 5.0% |
| Close Punctuation | 420 | 0.6% |
| Open Punctuation | 420 | 0.6% |
| Other Punctuation | 150 | 0.2% |
| Dash Punctuation | 90 | 0.1% |
| Decimal Number | 60 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 9120 | |
| i | 5430 | |
| n | 5160 | |
| e | 4530 | 8.7% |
| r | 3870 | 7.4% |
| o | 3720 | 7.1% |
| t | 2520 | 4.8% |
| u | 2280 | 4.4% |
| l | 2220 | 4.2% |
| d | 2130 | 4.1% |
| Other values (16) | 11340 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1080 | 10.3% |
| B | 930 | 8.9% |
| A | 780 | 7.4% |
| M | 750 | 7.1% |
| C | 690 | 6.6% |
| W | 600 | 5.7% |
| I | 570 | 5.4% |
| N | 540 | 5.1% |
| E | 510 | 4.9% |
| G | 510 | 4.9% |
| Other values (15) | 3540 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 120 | |
| ' | 30 | 20.0% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 30 | |
| 0 | 30 |
Space Separator
| Value | Count | Frequency (%) |
| 3360 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 420 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 420 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 90 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62820 | |
| Common | 4500 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 9120 | |
| i | 5430 | 8.6% |
| n | 5160 | 8.2% |
| e | 4530 | 7.2% |
| r | 3870 | 6.2% |
| o | 3720 | 5.9% |
| t | 2520 | 4.0% |
| u | 2280 | 3.6% |
| l | 2220 | 3.5% |
| d | 2130 | 3.4% |
| Other values (41) | 21840 |
Common
| Value | Count | Frequency (%) |
| 3360 | ||
| ) | 420 | 9.3% |
| ( | 420 | 9.3% |
| & | 120 | 2.7% |
| - | 90 | 2.0% |
| ' | 30 | 0.7% |
| 2 | 30 | 0.7% |
| 0 | 30 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67320 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 9120 | 13.5% |
| i | 5430 | 8.1% |
| n | 5160 | 7.7% |
| e | 4530 | 6.7% |
| r | 3870 | 5.7% |
| o | 3720 | 5.5% |
| 3360 | 5.0% | |
| t | 2520 | 3.7% |
| u | 2280 | 3.4% |
| l | 2220 | 3.3% |
| Other values (49) | 25110 |
code
Categorical
HIGH CARDINALITY MISSING UNIFORM
| Distinct | 205 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 690 |
| Missing (%) | 10.1% |
| Memory size | 106.9 KiB |
| VCT | 30 |
|---|---|
| NIU | 30 |
| PRK | 30 |
| MKD | 30 |
| MNP | 30 |
| Other values (200) |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.0243902 |
| Min length | 3 |
Characters and Unicode
| Total characters | 18600 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AFG |
|---|---|
| 2nd row | AFG |
| 3rd row | AFG |
| 4th row | AFG |
| 5th row | AFG |
Common Values
| Value | Count | Frequency (%) |
| VCT | 30 | 0.4% |
| NIU | 30 | 0.4% |
| PRK | 30 | 0.4% |
| MKD | 30 | 0.4% |
| MNP | 30 | 0.4% |
| NOR | 30 | 0.4% |
| OMN | 30 | 0.4% |
| PAK | 30 | 0.4% |
| PLW | 30 | 0.4% |
| PSE | 30 | 0.4% |
| Other values (195) | 5850 | |
| (Missing) | 690 | 10.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vct | 30 | 0.5% |
| bhs | 30 | 0.5% |
| alb | 30 | 0.5% |
| dza | 30 | 0.5% |
| asm | 30 | 0.5% |
| and | 30 | 0.5% |
| ago | 30 | 0.5% |
| atg | 30 | 0.5% |
| arg | 30 | 0.5% |
| arm | 30 | 0.5% |
| Other values (195) | 5850 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1470 | 7.9% |
| N | 1320 | 7.1% |
| A | 1320 | 7.1% |
| M | 1260 | 6.8% |
| S | 1080 | 5.8% |
| L | 1050 | 5.6% |
| B | 960 | 5.2% |
| T | 960 | 5.2% |
| G | 900 | 4.8% |
| U | 810 | 4.4% |
| Other values (17) | 7470 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 18570 | |
| Connector Punctuation | 30 | 0.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1470 | 7.9% |
| N | 1320 | 7.1% |
| A | 1320 | 7.1% |
| M | 1260 | 6.8% |
| S | 1080 | 5.8% |
| L | 1050 | 5.7% |
| B | 960 | 5.2% |
| T | 960 | 5.2% |
| G | 900 | 4.8% |
| U | 810 | 4.4% |
| Other values (16) | 7440 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 30 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18570 | |
| Common | 30 | 0.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 1470 | 7.9% |
| N | 1320 | 7.1% |
| A | 1320 | 7.1% |
| M | 1260 | 6.8% |
| S | 1080 | 5.8% |
| L | 1050 | 5.7% |
| B | 960 | 5.2% |
| T | 960 | 5.2% |
| G | 900 | 4.8% |
| U | 810 | 4.4% |
| Other values (16) | 7440 |
Common
| Value | Count | Frequency (%) |
| _ | 30 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18600 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 1470 | 7.9% |
| N | 1320 | 7.1% |
| A | 1320 | 7.1% |
| M | 1260 | 6.8% |
| S | 1080 | 5.8% |
| L | 1050 | 5.6% |
| B | 960 | 5.2% |
| T | 960 | 5.2% |
| G | 900 | 4.8% |
| U | 810 | 4.4% |
| Other values (17) | 7470 |
Year
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2004.5 |
| Minimum | 1990 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 1990 |
|---|---|
| 5-th percentile | 1991 |
| Q1 | 1997 |
| median | 2004.5 |
| Q3 | 2012 |
| 95-th percentile | 2018 |
| Maximum | 2019 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.6560742 |
|---|---|
| Coefficient of variation (CV) | 0.0043183209 |
| Kurtosis | -1.2026715 |
| Mean | 2004.5 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 0 |
| Sum | 13710780 |
| Variance | 74.927621 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1990 | 228 | 3.3% |
| 1991 | 228 | 3.3% |
| 2018 | 228 | 3.3% |
| 2017 | 228 | 3.3% |
| 2016 | 228 | 3.3% |
| 2015 | 228 | 3.3% |
| 2014 | 228 | 3.3% |
| 2013 | 228 | 3.3% |
| 2012 | 228 | 3.3% |
| 2011 | 228 | 3.3% |
| Other values (20) | 4560 |
| Value | Count | Frequency (%) |
| 1990 | 228 | |
| 1991 | 228 | |
| 1992 | 228 | |
| 1993 | 228 | |
| 1994 | 228 | |
| 1995 | 228 | |
| 1996 | 228 | |
| 1997 | 228 | |
| 1998 | 228 | |
| 1999 | 228 |
| Value | Count | Frequency (%) |
| 2019 | 228 | |
| 2018 | 228 | |
| 2017 | 228 | |
| 2016 | 228 | |
| 2015 | 228 | |
| 2014 | 228 | |
| 2013 | 228 | |
| 2012 | 228 | |
| 2011 | 228 | |
| 2010 | 228 |
Schizophrenia
Real number (ℝ)
| Distinct | 6838 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28116734 |
| Minimum | 0.19162102 |
|---|---|
| Maximum | 0.50601816 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 0.19162102 |
|---|---|
| 5-th percentile | 0.2080532 |
| Q1 | 0.25546818 |
| median | 0.28745649 |
| Q3 | 0.30475992 |
| 95-th percentile | 0.34495671 |
| Maximum | 0.50601816 |
| Range | 0.31439714 |
| Interquartile range (IQR) | 0.049291741 |
Descriptive statistics
| Standard deviation | 0.047560805 |
|---|---|
| Coefficient of variation (CV) | 0.1691548 |
| Kurtosis | 2.4407976 |
| Mean | 0.28116734 |
| Median Absolute Deviation (MAD) | 0.021966536 |
| Skewness | 0.70985116 |
| Sum | 1923.1846 |
| Variance | 0.0022620302 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.297248345 | 2 | < 0.1% |
| 0.214853086 | 2 | < 0.1% |
| 0.304513278 | 1 | < 0.1% |
| 0.275360986 | 1 | < 0.1% |
| 0.275538338 | 1 | < 0.1% |
| 0.275450423 | 1 | < 0.1% |
| 0.275226548 | 1 | < 0.1% |
| 0.274869425 | 1 | < 0.1% |
| 0.274384564 | 1 | < 0.1% |
| 0.273772828 | 1 | < 0.1% |
| Other values (6828) | 6828 |
| Value | Count | Frequency (%) |
| 0.19162102 | 1 | |
| 0.191623698 | 1 | |
| 0.191626406 | 1 | |
| 0.191645978 | 1 | |
| 0.191671582 | 1 | |
| 0.191701254 | 1 | |
| 0.191717465 | 1 | |
| 0.191773165 | 1 | |
| 0.191850327 | 1 | |
| 0.191892699 | 1 |
| Value | Count | Frequency (%) |
| 0.506018159 | 1 | |
| 0.505987244 | 1 | |
| 0.505683549 | 1 | |
| 0.505567542 | 1 | |
| 0.505018433 | 1 | |
| 0.504038791 | 1 | |
| 0.503822155 | 1 | |
| 0.501304204 | 1 | |
| 0.500509251 | 1 | |
| 0.496664313 | 1 |
Bipolar_disorder
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.67389078 |
| Minimum | 0.1893437 |
|---|---|
| Maximum | 1.6762043 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 0.1893437 |
|---|---|
| 5-th percentile | 0.27841908 |
| Q1 | 0.53979086 |
| median | 0.59189321 |
| Q3 | 0.89724786 |
| 95-th percentile | 1.0443839 |
| Maximum | 1.6762043 |
| Range | 1.4868606 |
| Interquartile range (IQR) | 0.35745701 |
Descriptive statistics
| Standard deviation | 0.25859406 |
|---|---|
| Coefficient of variation (CV) | 0.3837329 |
| Kurtosis | -0.28122084 |
| Mean | 0.67389078 |
| Median Absolute Deviation (MAD) | 0.21879051 |
| Skewness | 0.29676474 |
| Sum | 4609.4129 |
| Variance | 0.066870889 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.721206856 | 1 | < 0.1% |
| 0.267383614 | 1 | < 0.1% |
| 0.267089927 | 1 | < 0.1% |
| 0.267006162 | 1 | < 0.1% |
| 0.266963457 | 1 | < 0.1% |
| 0.266926397 | 1 | < 0.1% |
| 0.266904082 | 1 | < 0.1% |
| 0.266893428 | 1 | < 0.1% |
| 0.266893188 | 1 | < 0.1% |
| 0.902528484 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 0.189343704 | 1 | |
| 0.189414527 | 1 | |
| 0.189422865 | 1 | |
| 0.189493611 | 1 | |
| 0.189549282 | 1 | |
| 0.189588083 | 1 | |
| 0.189605987 | 1 | |
| 0.189639025 | 1 | |
| 0.189700157 | 1 | |
| 0.189712183 | 1 |
| Value | Count | Frequency (%) |
| 1.676204333 | 1 | |
| 1.6758283 | 1 | |
| 1.675613557 | 1 | |
| 1.674588739 | 1 | |
| 1.673943421 | 1 | |
| 1.67355677 | 1 | |
| 1.673051748 | 1 | |
| 1.672880833 | 1 | |
| 1.672525865 | 1 | |
| 1.67076418 | 1 |
Eating_disorder
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21106163 |
| Minimum | 0.045425136 |
|---|---|
| Maximum | 1.1365408 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 0.045425136 |
|---|---|
| 5-th percentile | 0.07469938 |
| Q1 | 0.099856656 |
| median | 0.15414285 |
| Q3 | 0.27689055 |
| 95-th percentile | 0.50817254 |
| Maximum | 1.1365408 |
| Range | 1.0911157 |
| Interquartile range (IQR) | 0.1770339 |
Descriptive statistics
| Standard deviation | 0.15255899 |
|---|---|
| Coefficient of variation (CV) | 0.72281728 |
| Kurtosis | 3.7550546 |
| Mean | 0.21106163 |
| Median Absolute Deviation (MAD) | 0.062638289 |
| Skewness | 1.7123071 |
| Sum | 1443.6615 |
| Variance | 0.023274246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.131001451 | 1 | < 0.1% |
| 0.076755618 | 1 | < 0.1% |
| 0.07689237 | 1 | < 0.1% |
| 0.076681777 | 1 | < 0.1% |
| 0.076452937 | 1 | < 0.1% |
| 0.076318486 | 1 | < 0.1% |
| 0.075728335 | 1 | < 0.1% |
| 0.075222654 | 1 | < 0.1% |
| 0.074457957 | 1 | < 0.1% |
| 0.300139527 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 0.045425136 | 1 | |
| 0.045498681 | 1 | |
| 0.04555535 | 1 | |
| 0.045562531 | 1 | |
| 0.045606404 | 1 | |
| 0.045615218 | 1 | |
| 0.045676037 | 1 | |
| 0.045741125 | 1 | |
| 0.045796428 | 1 | |
| 0.045821632 | 1 |
| Value | Count | Frequency (%) |
| 1.13654079 | 1 | |
| 1.120082101 | 1 | |
| 1.111760481 | 1 | |
| 1.109898149 | 1 | |
| 1.10839309 | 1 | |
| 1.105394906 | 1 | |
| 1.101518904 | 1 | |
| 1.098768074 | 1 | |
| 1.094535522 | 1 | |
| 1.089447518 | 1 |
Anxiety
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3275248 |
| Minimum | 1.9748234 |
|---|---|
| Maximum | 9.015948 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 1.9748234 |
|---|---|
| 5-th percentile | 2.7856548 |
| Q1 | 3.5670642 |
| median | 4.0944433 |
| Q3 | 4.7972856 |
| 95-th percentile | 6.842225 |
| Maximum | 9.015948 |
| Range | 7.0411247 |
| Interquartile range (IQR) | 1.2302214 |
Descriptive statistics
| Standard deviation | 1.1779612 |
|---|---|
| Coefficient of variation (CV) | 0.27220206 |
| Kurtosis | 1.5055103 |
| Mean | 4.3275248 |
| Median Absolute Deviation (MAD) | 0.58804192 |
| Skewness | 1.0823863 |
| Sum | 29600.27 |
| Variance | 1.3875925 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.83512726 | 1 | < 0.1% |
| 3.988553289 | 1 | < 0.1% |
| 3.97959901 | 1 | < 0.1% |
| 3.97620389 | 1 | < 0.1% |
| 3.973003849 | 1 | < 0.1% |
| 3.968807428 | 1 | < 0.1% |
| 3.96403039 | 1 | < 0.1% |
| 3.958688577 | 1 | < 0.1% |
| 3.953423718 | 1 | < 0.1% |
| 3.884646208 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 1.97482337 | 1 | |
| 1.975118962 | 1 | |
| 1.976211275 | 1 | |
| 1.97771316 | 1 | |
| 1.979591946 | 1 | |
| 1.981502419 | 1 | |
| 1.983840582 | 1 | |
| 1.98735 | 1 | |
| 1.992133165 | 1 | |
| 1.998584389 | 1 |
| Value | Count | Frequency (%) |
| 9.015948033 | 1 | |
| 9.011537882 | 1 | |
| 8.993180683 | 1 | |
| 8.957022058 | 1 | |
| 8.921286742 | 1 | |
| 8.912767871 | 1 | |
| 8.899568877 | 1 | |
| 8.794517454 | 1 | |
| 8.791172581 | 1 | |
| 8.780291986 | 1 |
drug_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.74670789 |
| Minimum | 0.2254705 |
|---|---|
| Maximum | 3.6995038 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 0.2254705 |
|---|---|
| 5-th percentile | 0.30321993 |
| Q1 | 0.42350185 |
| median | 0.64604956 |
| Q3 | 0.89001272 |
| 95-th percentile | 1.6956725 |
| Maximum | 3.6995038 |
| Range | 3.4740333 |
| Interquartile range (IQR) | 0.46651087 |
Descriptive statistics
| Standard deviation | 0.46302612 |
|---|---|
| Coefficient of variation (CV) | 0.62009003 |
| Kurtosis | 5.9398511 |
| Mean | 0.74670789 |
| Median Absolute Deviation (MAD) | 0.22852974 |
| Skewness | 2.0788498 |
| Sum | 5107.482 |
| Variance | 0.21439319 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.454202284 | 1 | < 0.1% |
| 0.661928344 | 1 | < 0.1% |
| 0.658095752 | 1 | < 0.1% |
| 0.657088781 | 1 | < 0.1% |
| 0.656977631 | 1 | < 0.1% |
| 0.656804694 | 1 | < 0.1% |
| 0.656532118 | 1 | < 0.1% |
| 0.657223057 | 1 | < 0.1% |
| 0.657338476 | 1 | < 0.1% |
| 0.574341154 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 0.225470501 | 1 | |
| 0.225815447 | 1 | |
| 0.225901895 | 1 | |
| 0.227166229 | 1 | |
| 0.227292883 | 1 | |
| 0.227843945 | 1 | |
| 0.228917582 | 1 | |
| 0.230646149 | 1 | |
| 0.23322906 | 1 | |
| 0.235266194 | 1 |
| Value | Count | Frequency (%) |
| 3.699503796 | 1 | |
| 3.674890451 | 1 | |
| 3.63768148 | 1 | |
| 3.601911828 | 1 | |
| 3.583965529 | 1 | |
| 3.556867028 | 1 | |
| 3.552769028 | 1 | |
| 3.477397135 | 1 | |
| 3.456076121 | 1 | |
| 3.382384178 | 1 |
depression
Real number (ℝ)
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9504487 |
| Minimum | 1.6409017 |
|---|---|
| Maximum | 7.6882127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 1.6409017 |
|---|---|
| 5-th percentile | 2.7122978 |
| Q1 | 3.2589774 |
| median | 3.9041169 |
| Q3 | 4.5505046 |
| 95-th percentile | 5.5205914 |
| Maximum | 7.6882127 |
| Range | 6.047311 |
| Interquartile range (IQR) | 1.2915272 |
Descriptive statistics
| Standard deviation | 0.92102112 |
|---|---|
| Coefficient of variation (CV) | 0.23314342 |
| Kurtosis | 0.59385124 |
| Mean | 3.9504487 |
| Median Absolute Deviation (MAD) | 0.64560918 |
| Skewness | 0.55704851 |
| Sum | 27021.069 |
| Variance | 0.8482799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.125291308 | 1 | < 0.1% |
| 3.204374315 | 1 | < 0.1% |
| 3.216704974 | 1 | < 0.1% |
| 3.219831813 | 1 | < 0.1% |
| 3.220500556 | 1 | < 0.1% |
| 3.221733433 | 1 | < 0.1% |
| 3.223204271 | 1 | < 0.1% |
| 3.22318998 | 1 | < 0.1% |
| 3.221909043 | 1 | < 0.1% |
| 3.120051421 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 1.640901729 | 1 | |
| 1.643316907 | 1 | |
| 1.64475768 | 1 | |
| 1.650701701 | 1 | |
| 1.654644981 | 1 | |
| 1.657092984 | 1 | |
| 1.658331375 | 1 | |
| 1.658792058 | 1 | |
| 1.659790677 | 1 | |
| 1.660149307 | 1 |
| Value | Count | Frequency (%) |
| 7.68821275 | 1 | |
| 7.683887867 | 1 | |
| 7.668643628 | 1 | |
| 7.661370891 | 1 | |
| 7.648538117 | 1 | |
| 7.622935952 | 1 | |
| 7.597049319 | 1 | |
| 7.596065418 | 1 | |
| 7.541464815 | 1 | |
| 7.510545327 | 1 |
alcohol
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5788072 |
| Minimum | 0.31990044 |
|---|---|
| Maximum | 4.698694 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 0.31990044 |
|---|---|
| 5-th percentile | 0.43586009 |
| Q1 | 0.73282581 |
| median | 1.4600449 |
| Q3 | 2.2612621 |
| 95-th percentile | 3.2434462 |
| Maximum | 4.698694 |
| Range | 4.3787936 |
| Interquartile range (IQR) | 1.5284362 |
Descriptive statistics
| Standard deviation | 0.93465468 |
|---|---|
| Coefficient of variation (CV) | 0.59200053 |
| Kurtosis | -0.11392384 |
| Mean | 1.5788072 |
| Median Absolute Deviation (MAD) | 0.76201831 |
| Skewness | 0.67075305 |
| Sum | 10799.041 |
| Variance | 0.87357937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.444036259 | 1 | < 0.1% |
| 0.773502056 | 1 | < 0.1% |
| 0.773801685 | 1 | < 0.1% |
| 0.774308834 | 1 | < 0.1% |
| 0.775087858 | 1 | < 0.1% |
| 0.776136266 | 1 | < 0.1% |
| 0.777315541 | 1 | < 0.1% |
| 0.778691094 | 1 | < 0.1% |
| 0.780021528 | 1 | < 0.1% |
| 1.65435756 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 0.319900437 | 1 | |
| 0.320038982 | 1 | |
| 0.320573802 | 1 | |
| 0.321313186 | 1 | |
| 0.321667588 | 1 | |
| 0.32362552 | 1 | |
| 0.324270677 | 1 | |
| 0.328263524 | 1 | |
| 0.332801548 | 1 | |
| 0.337383791 | 1 |
| Value | Count | Frequency (%) |
| 4.698694015 | 1 | |
| 4.616114141 | 1 | |
| 4.612252118 | 1 | |
| 4.606228044 | 1 | |
| 4.599298252 | 1 | |
| 4.595736547 | 1 | |
| 4.590083316 | 1 | |
| 4.584368745 | 1 | |
| 4.56985219 | 1 | |
| 4.565493558 | 1 |
mental_disorder
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 6840 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8180618 |
| Minimum | 0.21564704 |
|---|---|
| Maximum | 13.761517 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 106.9 KiB |
Quantile statistics
| Minimum | 0.21564704 |
|---|---|
| 5-th percentile | 1.4242863 |
| Q1 | 3.0065069 |
| median | 4.6791771 |
| Q3 | 6.3874877 |
| 95-th percentile | 8.7846474 |
| Maximum | 13.761517 |
| Range | 13.54587 |
| Interquartile range (IQR) | 3.3809808 |
Descriptive statistics
| Standard deviation | 2.2940293 |
|---|---|
| Coefficient of variation (CV) | 0.47613115 |
| Kurtosis | -0.24642479 |
| Mean | 4.8180618 |
| Median Absolute Deviation (MAD) | 1.6858145 |
| Skewness | 0.40347843 |
| Sum | 32955.543 |
| Variance | 5.2625704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.696670483 | 1 | < 0.1% |
| 2.367970825 | 1 | < 0.1% |
| 2.481643798 | 1 | < 0.1% |
| 2.446697652 | 1 | < 0.1% |
| 2.419505634 | 1 | < 0.1% |
| 2.391383922 | 1 | < 0.1% |
| 2.366675859 | 1 | < 0.1% |
| 2.338679761 | 1 | < 0.1% |
| 2.363714347 | 1 | < 0.1% |
| 6.795390495 | 1 | < 0.1% |
| Other values (6830) | 6830 |
| Value | Count | Frequency (%) |
| 0.215647036 | 1 | |
| 0.711836238 | 1 | |
| 0.71237955 | 1 | |
| 0.7305128 | 1 | |
| 0.738998292 | 1 | |
| 0.754945144 | 1 | |
| 0.759866713 | 1 | |
| 0.797730373 | 1 | |
| 0.801467827 | 1 | |
| 0.817571315 | 1 |
| Value | Count | Frequency (%) |
| 13.76151657 | 1 | |
| 13.72057186 | 1 | |
| 13.69250903 | 1 | |
| 13.67020102 | 1 | |
| 13.60839063 | 1 | |
| 13.43594058 | 1 | |
| 13.36733778 | 1 | |
| 13.23790297 | 1 | |
| 13.02193767 | 1 | |
| 12.6947323 | 1 |
| Year | Schizophrenia | Bipolar_disorder | Eating_disorder | Anxiety | drug_usage | depression | alcohol | mental_disorder | |
|---|---|---|---|---|---|---|---|---|---|
| Year | 1.000 | 0.072 | 0.023 | 0.097 | 0.046 | 0.053 | -0.036 | -0.011 | 0.190 |
| Schizophrenia | 0.072 | 1.000 | 0.143 | 0.572 | 0.303 | 0.696 | -0.491 | 0.353 | 0.633 |
| Bipolar_disorder | 0.023 | 0.143 | 1.000 | 0.774 | 0.630 | 0.374 | 0.258 | 0.342 | 0.645 |
| Eating_disorder | 0.097 | 0.572 | 0.774 | 1.000 | 0.659 | 0.652 | 0.013 | 0.380 | 0.846 |
| Anxiety | 0.046 | 0.303 | 0.630 | 0.659 | 1.000 | 0.468 | 0.124 | 0.118 | 0.673 |
| drug_usage | 0.053 | 0.696 | 0.374 | 0.652 | 0.468 | 1.000 | -0.268 | 0.528 | 0.573 |
| depression | -0.036 | -0.491 | 0.258 | 0.013 | 0.124 | -0.268 | 1.000 | -0.057 | -0.065 |
| alcohol | -0.011 | 0.353 | 0.342 | 0.380 | 0.118 | 0.528 | -0.057 | 1.000 | 0.217 |
| mental_disorder | 0.190 | 0.633 | 0.645 | 0.846 | 0.673 | 0.573 | -0.065 | 0.217 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Country | code | Year | Schizophrenia | Bipolar_disorder | Eating_disorder | Anxiety | drug_usage | depression | alcohol | mental_disorder | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | 1990 | 0.228979 | 0.721207 | 0.131001 | 4.835127 | 0.454202 | 5.125291 | 0.444036 | 1.696670 |
| 1 | Afghanistan | AFG | 1991 | 0.228120 | 0.719952 | 0.126395 | 4.821765 | 0.447112 | 5.116306 | 0.444250 | 1.734281 |
| 2 | Afghanistan | AFG | 1992 | 0.227328 | 0.718418 | 0.121832 | 4.801434 | 0.441190 | 5.106558 | 0.445501 | 1.791189 |
| 3 | Afghanistan | AFG | 1993 | 0.226468 | 0.717452 | 0.117942 | 4.789363 | 0.435581 | 5.100328 | 0.445958 | 1.776779 |
| 4 | Afghanistan | AFG | 1994 | 0.225567 | 0.717012 | 0.114547 | 4.784923 | 0.431822 | 5.099424 | 0.445779 | 1.712986 |
| 5 | Afghanistan | AFG | 1995 | 0.224713 | 0.716686 | 0.111129 | 4.780851 | 0.428578 | 5.098495 | 0.445422 | 1.738272 |
| 6 | Afghanistan | AFG | 1996 | 0.223690 | 0.716388 | 0.107786 | 4.777272 | 0.426393 | 5.100580 | 0.444837 | 1.778098 |
| 7 | Afghanistan | AFG | 1997 | 0.222424 | 0.716143 | 0.103931 | 4.775242 | 0.423720 | 5.105474 | 0.443938 | 1.781815 |
| 8 | Afghanistan | AFG | 1998 | 0.221129 | 0.716139 | 0.100343 | 4.777377 | 0.422491 | 5.113707 | 0.442665 | 1.729402 |
| 9 | Afghanistan | AFG | 1999 | 0.220065 | 0.716323 | 0.097946 | 4.782067 | 0.421215 | 5.120480 | 0.441428 | 1.850988 |
| Country | code | Year | Schizophrenia | Bipolar_disorder | Eating_disorder | Anxiety | drug_usage | depression | alcohol | mental_disorder | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6830 | Zimbabwe | ZWE | 2010 | 0.207180 | 0.556640 | 0.094490 | 3.291569 | 0.618948 | 3.447127 | 1.789021 | 1.606235 |
| 6831 | Zimbabwe | ZWE | 2011 | 0.207336 | 0.557104 | 0.094871 | 3.292964 | 0.613875 | 3.457406 | 1.779380 | 1.758867 |
| 6832 | Zimbabwe | ZWE | 2012 | 0.207741 | 0.557908 | 0.095639 | 3.297124 | 0.609378 | 3.480600 | 1.768782 | 1.905674 |
| 6833 | Zimbabwe | ZWE | 2013 | 0.208280 | 0.558888 | 0.096950 | 3.302881 | 0.603891 | 3.508534 | 1.757776 | 2.024167 |
| 6834 | Zimbabwe | ZWE | 2014 | 0.208857 | 0.559929 | 0.098356 | 3.309390 | 0.600724 | 3.533737 | 1.746675 | 2.112216 |
| 6835 | Zimbabwe | ZWE | 2015 | 0.209359 | 0.560882 | 0.099610 | 3.315701 | 0.599604 | 3.548613 | 1.734969 | 2.193166 |
| 6836 | Zimbabwe | ZWE | 2016 | 0.209979 | 0.561768 | 0.100821 | 3.324230 | 0.603658 | 3.557508 | 1.689281 | 2.279813 |
| 6837 | Zimbabwe | ZWE | 2017 | 0.210631 | 0.562612 | 0.101671 | 3.330569 | 0.608096 | 3.564138 | 1.651805 | 2.364265 |
| 6838 | Zimbabwe | ZWE | 2018 | 0.211237 | 0.563283 | 0.102398 | 3.317500 | 0.609065 | 3.563141 | 1.686711 | 2.472949 |
| 6839 | Zimbabwe | ZWE | 2019 | 0.211969 | 0.563820 | 0.102902 | 3.283934 | 0.610644 | 3.554571 | 1.776729 | 2.525892 |